v1v2v3 (latest)

Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017

Pieter Abbeel

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

50 / 5,505 papers shown

Title
Learning Dynamic Alignment via Meta-filter for Few-shot Learning C. Xu Chen Liu Li Zhang Chengjie Wang Jilin Li Feiyue Huang Xiangyang Xue Yanwei Fu 99 105 0 25 Mar 2021
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhibo Chen 81 107 0 25 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 123 84 0 24 Mar 2021
One to Many: Adaptive Instrument Segmentation via Meta Learning and Dynamic Online Adaptation in Robotic Surgical Video Zixu Zhao Yueming Jin Bo Lu Chi-Fai Ng Qi Dou Yunhui Liu Pheng-Ann Heng 74 24 0 24 Mar 2021
Meta-Learned Invariant Risk Minimization Jun-Hyun Bae Inchul Choi Minho Lee OOD 61 11 0 24 Mar 2021
JFB: Jacobian-Free Backpropagation for Implicit Networks Samy Wu Fung Howard Heaton Qiuwei Li Daniel McKenzie Stanley Osher W. Yin FedML 150 86 0 23 Mar 2021
Meta-Adversarial Inverse Reinforcement Learning for Decision-making Tasks Pin Wang Hanhan Li Ching-yao Chan 120 9 0 23 Mar 2021
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition Shuang Li Kaixiong Gong Chi Harold Liu Yulin Wang Feng Qiao Xinjing Cheng 104 155 0 23 Mar 2021
Hierarchical Representation based Query-Specific Prototypical Network for Few-Shot Image Classification Yaohui Li Huaxiong Li Haoxing Chen Chunlin Chen 74 4 0 21 Mar 2021
Multi-level Metric Learning for Few-shot Image Recognition Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 85 21 0 21 Mar 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 132 61 0 20 Mar 2021
MetaHDR: Model-Agnostic Meta-Learning for HDR Image Reconstruction Edwin Pan Anthony Vento 132 5 0 20 Mar 2021
Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets Sizhuang He Hanwen Wang P. Perdikaris AI4CE 110 717 0 19 Mar 2021
MetaLabelNet: Learning to Generate Soft-Labels from Noisy-Labels G. Algan ilkay Ulusoy NoLa 64 12 0 19 Mar 2021
Quality Evolvability ES: Evolving Individuals With a Distribution of Well Performing and Diverse Offspring Adam Katona D. Franks James Alfred Walker 58 5 0 19 Mar 2021
Connecting Images through Time and Sources: Introducing Low-data, Heterogeneous Instance Retrieval Dimitri Gominski V. Gouet-Brunet Liming Chen 3DH 38 0 0 19 Mar 2021
CLTA: Contents and Length-based Temporal Attention for Few-shot Action Recognition Yang Bo Yangdi Lu Wenbo He VLM 100 0 0 18 Mar 2021
Real-Time Visual Object Tracking via Few-Shot Learning Jinghao Zhou Yue Liu Peng Wang Peixia Li Weihao Gan Wei Wu Junjie Yan Wanli Ouyang 67 5 0 18 Mar 2021
A Practical Guide to Multi-Objective Reinforcement Learning and Planning Conor F. Hayes Roxana Ruadulescu Eugenio Bargiacchi Johan Källström Matthew Macfarlane ... Ann Nowé Gabriel de Oliveira Ramos Marcello Restelli Peter Vamplew D. Roijers OffRL 93 344 0 17 Mar 2021
Meta-learning of Pooling Layers for Character Recognition Takato Otsuzuki Heon Song S. Uchida Hideaki Hayashi 63 3 0 17 Mar 2021
HyperDynamics: Meta-Learning Object and Agent Dynamics with Hypernetworks Zhou Xian Shamit Lal H. Tung Emmanouil Antonios Platanios Katerina Fragkiadaki AI4CE 108 23 0 17 Mar 2021
Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning Namyeong Kwon Hwidong Na Gabriel Huang Simon Lacoste-Julien 57 7 0 16 Mar 2021
Super-Resolving Cross-Domain Face Miniatures by Peeking at One-Shot Exemplar Peike Li Xin Yu Yi Yang CVBM 69 6 0 16 Mar 2021
How to distribute data across tasks for meta-learning? Alexandru Cioba Michael Bromberg Qian Wang R. Niyogi Georgios Batzolis Jezabel R. Garcia Da-shan Shiu A. Bernacchia FedML 68 8 0 15 Mar 2021
Evolving parametrized Loss for Image Classification Learning on Small Datasets Zhaoyang Hai Xiabi Liu 52 0 0 15 Mar 2021
Robust MAML: Prioritization task buffer with adaptive learning process for model-agnostic meta-learning Thanh Nguyen Tung M. Luu T. Pham Sanzhar Rakhimkul Chang D. Yoo 58 11 0 15 Mar 2021
DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network Yang Liu Tu Zheng Mingli Song Deng Cai Xiaofei He 117 26 0 15 Mar 2021
Mutual Information State Intrinsic Control Rui Zhao Yang Gao Pieter Abbeel Volker Tresp Wenyuan Xu SSL 58 25 0 15 Mar 2021
Meta Preference Learning for Fast User Adaptation in Human-Supervisory Multi-Robot Deployments Chao Huang Wenhao Luo Rui Liu 65 12 0 14 Mar 2021
Error-Aware Policy Learning: Zero-Shot Generalization in Partially Observable Dynamic Environments Visak C. V. Kumar Sehoon Ha Karen Liu 66 1 0 13 Mar 2021
Uncertainty-guided Model Generalization to Unseen Domains Fengchun Qiao Xi Peng OOD UQCV 90 62 0 12 Mar 2021
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains M. Faraki Xiang Yu Yi-Hsuan Tsai Yumin Suh Manmohan Chandraker CVBM OOD 76 26 0 12 Mar 2021
Domain Curiosity: Learning Efficient Data Collection Strategies for Domain Adaptation Karol Arndt Oliver Struckmeier Ville Kyrki 46 1 0 12 Mar 2021
Learning Policies for Multilingual Training of Neural Machine Translation Systems G. Kumar Philipp Koehn Sanjeev Khudanpur 63 1 0 11 Mar 2021
Population-Based Evolution Optimizes a Meta-Learning Objective Kevin Frans Olaf Witkowski 131 6 0 11 Mar 2021
Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning Bernie Wang Si-ting Xu Kurt Keutzer Yang Gao Bichen Wu SSL OffRL 61 7 0 10 Mar 2021
Multi-Pretext Attention Network for Few-shot Learning with Self-supervision Hainan Li Renshuai Tao Jun Li Haotong Qin Yifu Ding Shuo Wang Xianglong Liu SSL 64 8 0 10 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Bo Sun Banghuai Li Shengcai Cai Ye Yuan Fangqiu Yi 126 380 0 10 Mar 2021
Model-Agnostic Meta-Learning for EEG Motor Imagery Decoding in Brain-Computer-Interfacing Denghao Li Pablo Ortega Xia Wei Aldo A. Faisal 70 19 0 10 Mar 2021
SMIL: Multimodal Learning with Severely Missing Modality Mengmeng Ma Jian Ren Long Zhao Sergey Tulyakov Cathy H. Wu Xi Peng 103 265 0 09 Mar 2021
Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning Zachary B. Charles Jakub Konecný FedML 110 64 0 08 Mar 2021
Meta-Learning with MAML on Trees Jezabel R. Garcia Federica Freddi F. Liao Jamie McGowan Tim Nieradzik Da-shan Shiu Ye Tian A. Bernacchia 49 4 0 08 Mar 2021
Personalized Federated Learning using Hypernetworks Aviv Shamsian Aviv Navon Ethan Fetaya Gal Chechik FedML 126 339 0 08 Mar 2021
Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification Fengxiang Yang Zhun Zhong Shaozi Li Yuanzheng Cai Yaojin Lin Shaozi Li N. Sebe NoLa 71 111 0 08 Mar 2021
Adaptive-Control-Oriented Meta-Learning for Nonlinear Systems Spencer M. Richards Navid Azizan Jean-Jacques E. Slotine Marco Pavone 96 73 0 07 Mar 2021
MetaView: Few-shot Active Object Recognition Wei Wei Haonan Yu Haichao Zhang Wenyuan Xu Ying Nian Wu 85 4 0 07 Mar 2021
Learning to Continually Learn Rapidly from Few and Noisy Data N. Kuo Mehrtash Harandi Nicolas Fourrier Christian J. Walder Gabriela Ferraro H. Suominen CLL KELM 46 4 0 06 Mar 2021
Bayesian Meta-Learning for Few-Shot Policy Adaptation Across Robotic Platforms Ali Ghadirzadeh Xi Chen Petra Poklukar Chelsea Finn Mårten Björkman Danica Kragic BDL 97 41 0 05 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network Lili Pan Peijun Tang Zhiyong Chen Zenglin Xu GAN DRL 64 5 0 05 Mar 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 141 180 0 05 Mar 2021